{"id":"W4403452010","doi":"10.1001/jamacardio.2024.3486","title":"Aortic Stenosis, Heart Failure, and Aortic Valve Replacement","year":2024,"lang":"en","type":"review","venue":"JAMA Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Cardiology; Internal medicine; Decompensation; Heart failure; Aortic valve replacement; Afterload; Stenosis; Ventricular remodeling; Population; Aortic valve stenosis; Hemodynamics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005931581,0.0003436342,0.0006645718,0.000885081,0.0002957563,0.0008317885,0.0002399091,0.000692317,0.004891502],"category_scores_gemma":[0.001735966,0.00007467804,0.0003707125,0.001086945,0.0004813225,0.00051891,0.0005384922,0.001366974,0.0006954017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002785074,"about_ca_system_score_gemma":0.001072862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001458846,"about_ca_topic_score_gemma":0.001999182,"domain_scores_codex":[0.9994177,0.0001684976,0.00008550948,0.00007220329,0.0002106433,0.000045456],"domain_scores_gemma":[0.9992408,0.0003446875,0.0001787775,0.00001333984,0.0001458512,0.00007663716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003054189,0.0001033893,0.03210443,0.01750568,0.0005701494,0.001379963,0.0005973767,0.0003759371,0.001182206,0.01437591,0.08525921,0.8462403],"study_design_scores_gemma":[0.00005444435,0.0003172107,0.1441957,0.02057857,0.0006483038,0.01533131,0.0008610047,0.0004905841,0.0004198778,0.02084288,0.796193,0.00006719838],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003407265,0.9816459,0.0002977491,0.006786799,0.00255635,0.00001096011,0.0001940793,0.00001717971,0.00508369],"genre_scores_gemma":[0.04966733,0.9349676,0.0007900379,0.002677683,0.008274253,0.00002459521,0.0004229242,0.000006571279,0.003168964],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004891502,"threshold_uncertainty_score":0.01636374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02773699313642224,"score_gpt":0.3739125846736133,"score_spread":0.346175591537191,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}